University of Southampton

University of Southampton

Research Fellow in Bayesian Machine Learning for Psychoacoustic Modelling

United Kingdom

Closing soon

Research Fellow in Bayesian Machine Learning for Psychoacoustic Modelling Agents, Interaction & Complexity

Location: Highfield Campus Salary: £34,980 to £41,732 Per annum Full Time Fixed Term (36 months) Closing Date: Wednesday 24 April 2024 Interview Date: To be confirmed Reference: 2534723FP-R

Research Fellow in Bayesian Deep Learning

We are seeking applications for a research fellow at the University of Southampton within the Vision, Learning and Control (VLC) Group in Electronics and Computer Science, to work in the area of Bayesian deep learning. The position is available on a fixed term basis for 36 months due to funding restrictions.

You will be working under the direction of Dr Christine Evers on the EPSRC research programme “Challenges in Immersive Audio Technology (CIAT)” (https: // gow.epsrc.ukri.org/NGBOViewGrant.aspx?GrantRef=EP/X032981/1) conducted in collaboration between King's College London, University of Surrey, and University of Southampton. You will address fundamental research questions surrounding the complexity, generalisability, and interpretability of Bayesian models. You will apply your research outputs to audio data with the aim to predict sound field attributes that are perceptually relevant to human listeners.

We are seeking candidates with a Ph.D. (either awarded or nearing completion) or equivalent professional qualification and experience in Machine Learning, Statistics, or a related field, who have in-depth knowledge in and demonstrable experience with:

  • Bayesian deep learning;
  • Development of custom modules using GPU-accelerated APIs for deep learning (e.g., Pytorch); and
  • Development of bespoke data loaders and pipelines.
  • As part of your role, you will:

  • Publish and disseminate your findings at top-tier venues (e.g., NeurIPS, ICLR, ICML, IEEE Transactions);
  • Collaborate with our external project partners to broaden the scope of your research;
  • Liaise with our industry partners to ensure commercial impact of your research; and
  • Develop and participate in activities for engagement with the public, policymakers and key stakeholders.
  • You will benefit from:

  • Extensive opportunities for collaboration between the University of Southampton, King's College, and University of Surrey, as well as external, international project partners (e.g., Stanford CCRMA, USA).
  • Opportunities to travel, e.g., for international conferences and research visits hosted by project partners.
  • Access to state-of-the-art research facilities, including a high- performance compute cluster that is specifically aimed at workloads requiring large amounts of GPU memory or long run times.
  • A vibrant, diverse, and inclusive academic community.
  • Opportunities for professional development and career growth, e.g., mentorship of PhD students, development of funding applications, involvement in teaching activities.
  • Opportunities for career development, including contributions to teaching, generation of future funding bids, and co-supervision of PhD, taught postgraduate and undergraduate projects.
  • Ranked in the top 1% of universities globally and among the UK's top 20 for research, the University of Southampton has an international reputation for its research, teaching and enterprise activities. The post will be held in the School of Electronics and Computer Science (ECS), a friendly and supportive environment that facilitates high-impact, multi-disciplinary research, education, training, and outreach. ECS holds an Athena SWAN bronze award in recognition of its continued commitment to improving equality for women in science and engineering.

    We will give due consideration to applicants who wish to work flexibly including part-time, and to those who have taken a career break. We have a range of staff development programmes and a unique mentoring and wellbeing scheme (https: // www. ecs.soton.ac.uk/workinghere).

    Informal enquiries can be made to Dr Christine Evers, Associate Professor: [email protected]

    Apply Online

    Further details:
  • Job Description and Person Specification
  • We are committed to equality, diversity and inclusion and welcome applicants who support our mission of inclusivity.

    Apply by midnight on the closing date. For assistance contact Recruitment on +44(0)2380 592750 or [email protected] quoting the job number.

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    Job details

    Title

    Research Fellow in Bayesian Machine Learning for Psychoacoustic Modelling

    Employer

    University of Southampton

    Location

    United Kingdom

    Published

    March 28, 2024

    Application deadline

    April 24, 2024

    Job type

    Postdoc

    Field

    Computer Science,Engineering,Mathematics

    About the employer

    One of the top research universities in the U.K., the University of Southampton is best-known for its innovative learning system. The university is a founding member of the Russell Group of research-intensive universities. Originating from Hartley Institution in 1862, Southampton got the university status in 1952.
    The University of Southampton offers undergraduate, postgraduate and foundation year courses in various disciplines. The different departments of the university include the Faculty of Arts and Humanities, Faculty of Engineering and Physical Sciences, Faculty of Environmental and Life Sciences, Faculty of Medicine and the Faculty of Social Sciences. Apart from the core subjects, Southampton also offers some exclusive areas of study including audiology, acoustical engineering, archaeology, criminology, optoelectronics, and gerontology.

    The university has seven campuses; amongst them, five are in Southampton itself and the other two are in Winchester and Malaysia, respectively. Highfields is the main campus of the University of Southampton. Notably, Southampton is a vibrant city with enormous opportunities. All the seven campuses of the University of Southampton boast of world-class infrastructure. The campuses maintain the most optimized environs for advanced learning. There are hi-tech laboratories, art studios, and libraries on the campuses. The university comprises highly-experienced faculty members who are from the academia as well as respective industries. Further, Southampton maintains collaborations with the leading universities and institutions across the world for student exchange and study-abroad programs.

    The University of Southampton is dedicated to research-oriented education. It has partnered with other universities, government bodies and industries to conduct integrated research and innovation programs. The university is also funded by businesses for commercial research and development. Southampton conducts skill development programs for students catering to the demands of industries. The adaptability and aptitude for evolving technologies are cultivated amongst the students to help them grow as future leaders. Further, the university has a placement cell and maintains tie-ups with industries for the placements of students.

    The University of Southampton features holistic environments for the overall development of the students. Apart from best-in-class academic modules, the university offers ample opportunities to maintain physical fitness and mental well-being. There are sports courts, swimming pools, gymnasiums and cafeterias on the campuses. Further, regular fitness classes, sports meets, cross-disciplinary activities, competitions, cultural events, and fests are organized at the university. The University of Southampton also engages in various social and environmental awareness campaigns. Moreover, students get the opportunity to participate in community development initiatives. The university has the mission to build a better world with innovative minds.

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